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Hello Edge: Keyword Spotting on Microcontrollers
20 November 2017
Yundong Zhang
Naveen Suda
Liangzhen Lai
Vikas Chandra
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Papers citing
"Hello Edge: Keyword Spotting on Microcontrollers"
50 / 173 papers shown
Quantization and Deployment of Deep Neural Networks on Microcontrollers
Italian National Conference on Sensors (INS), 2021
Pierre-Emmanuel Novac
G. B. Hacene
Alain Pegatoquet
Benoit Miramond
Vincent Gripon
MQ
197
155
0
27 May 2021
End-to-end Keyword Spotting using Neural Architecture Search and Quantization
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
David Peter
Wolfgang Roth
Franz Pernkopf
MQ
136
17
0
14 Apr 2021
Few-Shot Keyword Spotting in Any Language
Interspeech (Interspeech), 2021
Mark Mazumder
Colby R. Banbury
Josh Meyer
Pete Warden
Vijay Janapa Reddi
255
53
0
03 Apr 2021
Keyword Transformer: A Self-Attention Model for Keyword Spotting
Interspeech (Interspeech), 2021
Axel Berg
Mark O'Connor
M. T. Cruz
226
164
0
01 Apr 2021
Auto-KWS 2021 Challenge: Task, Datasets, and Baselines
Interspeech (Interspeech), 2021
Jingsong Wang
Yuxuan He
Chunyu Zhao
Qijie Shao
Wei-Wei Tu
Tom Ko
Hung-yi Lee
Lei Xie
118
5
0
31 Mar 2021
Modular approach to data preprocessing in ALOHA and application to a smart industry use case
C. Chesta
Luca Rinelli
50
2
0
02 Feb 2021
Low-Power Audio Keyword Spotting using Tsetlin Machines
Journal of Low Power Electronics and Applications (J. Low Power Electron. Appl.), 2021
Jie Lei
Tousif Rahman
Rishad Shafik
A. Wheeldon
Alex Yakovlev
Ole-Christoffer Granmo
F. Kawsar
Akhil Mathur
153
45
0
27 Jan 2021
Learning Efficient Representations for Keyword Spotting with Triplet Loss
International Conference on Speech and Computer (SPECOM), 2021
R. Vygon
N. Mikhaylovskiy
DML
SSL
430
70
0
12 Jan 2021
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices
International Symposium on Low Power Electronics and Design (ISLPED), 2020
G. Cerutti
Renzo Andri
Lukas Cavigelli
Michele Magno
Elisabetta Farella
Luca Benini
MQ
178
43
0
12 Jan 2021
Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization
International Conference on Pattern Recognition (ICPR), 2020
David Peter
Wolfgang Roth
Franz Pernkopf
218
7
0
18 Dec 2020
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons
IEEE Open Journal of Circuits and Systems (JOCS), 2020
Simon Wiedemann
Suhas Shivapakash
P. Wiedemann
Daniel Becking
Wojciech Samek
F. Gerfers
Thomas Wiegand
MQ
299
8
0
17 Dec 2020
Speech Command Recognition in Computationally Constrained Environments with a Quadratic Self-organized Operational Layer
IEEE International Joint Conference on Neural Network (IJCNN), 2020
M. Soltanian
Junaid Malik
Jenni Raitoharju
Alexandros Iosifidis
S. Kiranyaz
Denmark
260
11
0
23 Nov 2020
Optimize what matters: Training DNN-HMM Keyword Spotting Model Using End Metric
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
A. Shrivastava
Arnav Kundu
C. Dhir
Devang Naik
Oncel Tuzel
156
17
0
02 Nov 2020
μ
μ
μ
NAS: Constrained Neural Architecture Search for Microcontrollers
Edgar Liberis
Łukasz Dudziak
Nicholas D. Lane
BDL
192
118
0
27 Oct 2020
RNNAccel: A Fusion Recurrent Neural Network Accelerator for Edge Intelligence
Chao-Yang Kao
Huang-Chih Kuo
Jian-Wen Chen
Chiung-Liang Lin
Pin-Han Chen
Y. Lin
49
6
0
26 Oct 2020
Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
Chao-Han Huck Yang
Jun Qi
Samuel Yen-Chi Chen
Pin-Yu Chen
Sabato Marco Siniscalchi
Xiaoli Ma
Chin-Hui Lee
FedML
373
155
0
26 Oct 2020
Small-Footprint Keyword Spotting with Multi-Scale Temporal Convolution
Interspeech (Interspeech), 2020
Ximin Li
Xiaodong Wei
Xiaowei Qin
246
44
0
20 Oct 2020
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems
R. David
Jared Duke
Advait Jain
Vijay Janapa Reddi
Nat Jeffries
...
Meghna Natraj
Shlomi Regev
Rocky Rhodes
Tiezhen Wang
Pete Warden
584
567
0
17 Oct 2020
Lightweight End-to-End Speech Recognition from Raw Audio Data Using Sinc-Convolutions
Ludwig Kurzinger
Nicolas Lindae
Palle Klewitz
Gerhard Rigoll
261
5
0
15 Oct 2020
Can Federated Learning Save The Planet?
Xinchi Qiu
Titouan Parcollet
Daniel J. Beutel
Taner Topal
Akhil Mathur
Nicholas D. Lane
398
99
0
13 Oct 2020
AutoKWS: Keyword Spotting with Differentiable Architecture Search
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
Bo Zhang
WenFeng Li
Qingyuan Li
Weiji Zhuang
Xiangxiang Chu
Yujun Wang
156
24
0
08 Sep 2020
Dynamically Computing Adversarial Perturbations for Recurrent Neural Networks
IEEE Transactions on Control Systems Technology (TCST), 2020
Shankar A. Deka
D. Stipanović
Claire Tomlin
AAML
110
8
0
07 Sep 2020
Seeing wake words: Audio-visual Keyword Spotting
British Machine Vision Conference (BMVC), 2020
Liliane Momeni
Triantafyllos Afouras
Themos Stafylakis
Samuel Albanie
Andrew Zisserman
159
47
0
02 Sep 2020
Neural ODE with Temporal Convolution and Time Delay Neural Networks for Small-Footprint Keyword Spotting
H. Fuketa
Y. Morita
43
2
0
01 Aug 2020
Few-Shot Keyword Spotting With Prototypical Networks
International Conference on Machine Learning Technologies (ICMLT), 2020
Archit Parnami
Minwoo Lee
113
39
0
25 Jul 2020
AUSN: Approximately Uniform Quantization by Adaptively Superimposing Non-uniform Distribution for Deep Neural Networks
Fangxin Liu
Wenbo Zhao
Yanzhi Wang
Changzhi Dai
Li Jiang
MQ
147
4
0
08 Jul 2020
Robustifying the Deployment of tinyML Models for Autonomous mini-vehicles
Miguel de Prado
Manuele Rusci
Romain Donze
Alessandro Capotondi
Serge Monnerat
Luca Benini and
Nuria Pazos
189
44
0
01 Jul 2020
Metric Learning for Keyword Spotting
Jaesung Huh
Minjae Lee
Hee-Soo Heo
Seongkyu Mun
Joon Son Chung
154
24
0
18 May 2020
Streaming keyword spotting on mobile devices
Oleg Rybakov
Natasha Kononenko
Niranjan A. Subrahmanya
Mirkó Visontai
Stella Laurenzo
AI4TS
297
120
0
14 May 2020
Enabling Fast and Universal Audio Adversarial Attack Using Generative Model
AAAI Conference on Artificial Intelligence (AAAI), 2020
Yi Xie
Zhuohang Li
Cong Shi
Jian-Dong Liu
Yingying Chen
Bo Yuan
AAML
222
75
0
26 Apr 2020
Depthwise Separable Convolutional ResNet with Squeeze-and-Excitation Blocks for Small-footprint Keyword Spotting
Interspeech (Interspeech), 2020
Menglong Xu
Xiao-Lei Zhang
126
38
0
25 Apr 2020
Mic2Mic: Using Cycle-Consistent Generative Adversarial Networks to Overcome Microphone Variability in Speech Systems
International Symposium on Information Processing in Sensor Networks (IPSN), 2019
Akhil Mathur
Anton Isopoussu
F. Kawsar
N. Bianchi-Berthouze
Nicholas D. Lane
143
55
0
27 Mar 2020
Edge Intelligence: Architectures, Challenges, and Applications
Dianlei Xu
Tong Li
Yong Li
Xiang Su
Sasu Tarkoma
Tao Jiang
Jon Crowcroft
Pan Hui
262
30
0
26 Mar 2020
Benchmarking TinyML Systems: Challenges and Direction
Colby R. Banbury
Vijay Janapa Reddi
Max Lam
William Fu
A. Fazel
...
Jae-sun Seo
Jeff Sieracki
Urmish Thakker
Marian Verhelst
Poonam Yadav
345
273
0
10 Mar 2020
Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks
Théodore Bluche
Maël Primet
Thibault Gisselbrecht
ObjD
MQ
103
29
0
25 Feb 2020
Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization
Asia and South Pacific Design Automation Conference (ASP-DAC), 2020
Meng Li
Yilei Li
P. Chuang
Liangzhen Lai
Vikas Chandra
105
3
0
13 Feb 2020
A Spike in Performance: Training Hybrid-Spiking Neural Networks with Quantized Activation Functions
Aaron R. Voelker
Daniel Rasmussen
C. Eliasmith
188
18
0
10 Feb 2020
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms
IEEE Journal on Selected Topics in Signal Processing (JSTSP), 2020
G. Cerutti
Rahul Prasad
Alessio Brutti
Elisabetta Farella
99
53
0
29 Jan 2020
On the human evaluation of audio adversarial examples
Jon Vadillo
Roberto Santana
AAML
165
4
0
23 Jan 2020
Performance-Oriented Neural Architecture Search
International Symposium on High Performance Computing Systems and Applications (HPCS), 2019
Andrew Anderson
Jing Su
Rozenn Dahyot
David Gregg
97
16
0
09 Jan 2020
FQ-Conv: Fully Quantized Convolution for Efficient and Accurate Inference
Bram-Ernst Verhoef
Nathan Laubeuf
S. Cosemans
P. Debacker
Ioannis A. Papistas
A. Mallik
D. Verkest
MQ
186
16
0
19 Dec 2019
Predicting detection filters for small footprint open-vocabulary keyword spotting
Interspeech (Interspeech), 2019
Théodore Bluche
Thibault Gisselbrecht
ObjD
172
22
0
16 Dec 2019
Small-footprint Keyword Spotting with Graph Convolutional Network
Automatic Speech Recognition & Understanding (ASRU), 2019
Xi Chen
Shouyi Yin
Dandan Song
P. Ouyang
Leibo Liu
Shaojun Wei
110
31
0
11 Dec 2019
Small-Footprint Keyword Spotting on Raw Audio Data with Sinc-Convolutions
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Simon Mittermaier
Ludwig Kurzinger
Bernd Waschneck
Gerhard Rigoll
266
64
0
05 Nov 2019
Training DNN IoT Applications for Deployment On Analog NVM Crossbars
IEEE International Joint Conference on Neural Network (IJCNN), 2019
F. García-Redondo
Shidhartha Das
G. Rosendale
241
5
0
30 Oct 2019
Splitting Steepest Descent for Growing Neural Architectures
Neural Information Processing Systems (NeurIPS), 2019
Qiang Liu
Lemeng Wu
Dilin Wang
275
67
0
06 Oct 2019
Pushing the limits of RNN Compression
Urmish Thakker
Igor Fedorov
Jesse G. Beu
Dibakar Gope
Chu Zhou
Ganesh S. Dasika
Matthew Mattina
164
13
0
04 Oct 2019
Neural networks on microcontrollers: saving memory at inference via operator reordering
Edgar Liberis
Nicholas D. Lane
144
49
0
02 Oct 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
Conference on Machine Learning and Systems (MLSys), 2019
Xiaofan Zhang
Haoming Lu
Cong Hao
Jiachen Li
Bowen Cheng
...
Jinjun Xiong
Thomas Huang
Humphrey Shi
Wen-mei W. Hwu
Deming Chen
217
98
0
20 Sep 2019
A Temporal Clustering Algorithm for Achieving the trade-off between the User Experience and the Equipment Economy in the Context of IoT
Brazilian Conference on Intelligent Systems (BRACIS), 2019
Caio Ponte
Carlos Caminha
Rafael Bomfim
R. Moreira
Vasco Furtado
69
2
0
30 Jul 2019
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